Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	1000000
Missing cells	7526151
Missing cells (%)	30.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	190.7 MiB
Average record size in memory	200.0 B

Variable types

Categorical	17
Numeric	8

Alerts

`ad_type` has constant value "Propiedad"	Constant
`price_period` has constant value "Mensual"	Constant
`id` has a high cardinality: 1000000 distinct values	High cardinality
`start_date` has a high cardinality: 371 distinct values	High cardinality
`end_date` has a high cardinality: 449 distinct values	High cardinality
`created_on` has a high cardinality: 371 distinct values	High cardinality
`l3` has a high cardinality: 343 distinct values	High cardinality
`l4` has a high cardinality: 64 distinct values	High cardinality
`l6` has a high cardinality: 164 distinct values	High cardinality
`title` has a high cardinality: 364029 distinct values	High cardinality
`description` has a high cardinality: 512446 distinct values	High cardinality
`rooms` is highly correlated with `bedrooms` and 3 other fields	High correlation
`bedrooms` is highly correlated with `rooms` and 3 other fields	High correlation
`bathrooms` is highly correlated with `rooms` and 4 other fields	High correlation
`surface_total` is highly correlated with `rooms` and 4 other fields	High correlation
`surface_covered` is highly correlated with `rooms` and 4 other fields	High correlation
`price` is highly correlated with `bathrooms` and 2 other fields	High correlation
`rooms` is highly correlated with `bedrooms` and 1 other fields	High correlation
`bedrooms` is highly correlated with `rooms` and 1 other fields	High correlation
`bathrooms` is highly correlated with `rooms` and 1 other fields	High correlation
`rooms` is highly correlated with `bedrooms` and 3 other fields	High correlation
`bedrooms` is highly correlated with `rooms` and 3 other fields	High correlation
`bathrooms` is highly correlated with `rooms` and 3 other fields	High correlation
`surface_total` is highly correlated with `rooms` and 3 other fields	High correlation
`surface_covered` is highly correlated with `rooms` and 3 other fields	High correlation
`property_type` is highly correlated with `ad_type` and 1 other fields	High correlation
`l2` is highly correlated with `ad_type` and 4 other fields	High correlation
`ad_type` is highly correlated with `property_type` and 7 other fields	High correlation
`currency` is highly correlated with `ad_type` and 1 other fields	High correlation
`l5` is highly correlated with `l2` and 4 other fields	High correlation
`l4` is highly correlated with `l2` and 4 other fields	High correlation
`operation_type` is highly correlated with `ad_type` and 1 other fields	High correlation
`l1` is highly correlated with `l2` and 4 other fields	High correlation
`price_period` is highly correlated with `property_type` and 7 other fields	High correlation
`lat` is highly correlated with `lon` and 3 other fields	High correlation
`lon` is highly correlated with `lat`	High correlation
`l1` is highly correlated with `l2`	High correlation
`l2` is highly correlated with `lat` and 2 other fields	High correlation
`l4` is highly correlated with `lat` and 2 other fields	High correlation
`l5` is highly correlated with `lat` and 1 other fields	High correlation
`rooms` is highly correlated with `bedrooms` and 1 other fields	High correlation
`bedrooms` is highly correlated with `rooms`	High correlation
`bathrooms` is highly correlated with `rooms`	High correlation
`lat` has 259719 (26.0%) missing values	Missing
`lon` has 259718 (26.0%) missing values	Missing
`l3` has 62812 (6.3%) missing values	Missing
`l4` has 726005 (72.6%) missing values	Missing
`l5` has 840873 (84.1%) missing values	Missing
`l6` has 945253 (94.5%) missing values	Missing
`rooms` has 827913 (82.8%) missing values	Missing
`bedrooms` has 623954 (62.4%) missing values	Missing
`bathrooms` has 200507 (20.1%) missing values	Missing
`surface_total` has 958758 (95.9%) missing values	Missing
`surface_covered` has 940091 (94.0%) missing values	Missing
`price_period` has 878833 (87.9%) missing values	Missing
`surface_covered` is highly skewed (γ1 = 176.2420211)	Skewed
`price` is highly skewed (γ1 = 315.3462535)	Skewed
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`bedrooms` has 31356 (3.1%) zeros	Zeros

Reproduction

Analysis started	2021-10-20 23:42:59.113938
Analysis finished	2021-10-20 23:53:06.010674
Duration	10 minutes and 6.9 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

id
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	1000000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

KsjahK62rxcYKXXQjOdkqw==	1
OltPpW3A+j+Gm03MT5HWxw==	1
2JCCy/+Bw9AMAwKYgwCSVA==	1
hFw4jUlcDzMl2Ks0fAkXRg==	1
Zg0vkOO0x66JMP5SOo+ZqA==	1
Other values (999995)	999995

Length

Max length	24
Median length	24
Mean length	24
Min length	24

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1000000 ?
Unique (%)	100.0%

Sample

1st row	KsjahK62rxcYKXXQjOdkqw==
2nd row	Y+gsBZYq1zu5NoR3V5oUGA==
3rd row	Jpzqxj8/Vgf3Aa5ASxUBNg==
4th row	ieuFnkFx/yHDD66iMV14Gw==
5th row	g4u5JM+hAHEk8SukRSjMzg==

Common Values

Value	Count	Frequency (%)
KsjahK62rxcYKXXQjOdkqw==	1	< 0.1%
OltPpW3A+j+Gm03MT5HWxw==	1	< 0.1%
2JCCy/+Bw9AMAwKYgwCSVA==	1	< 0.1%
hFw4jUlcDzMl2Ks0fAkXRg==	1	< 0.1%
Zg0vkOO0x66JMP5SOo+ZqA==	1	< 0.1%
cSbm8NkM1bcfQlhgBH2iSg==	1	< 0.1%
4Ds3xWhgtHn4hxDLfQTd7w==	1	< 0.1%
S10GHxOqheGG4KrCT3/pjw==	1	< 0.1%
Ey8dCpEV9nj7KxZazhA0Dg==	1	< 0.1%
f30ZbE+miZYeNZkT00ecFw==	1	< 0.1%
Other values (999990)	999990	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ksjahk62rxcykxxqjodkqw	1	< 0.1%
lyb0igia93isqljtbdsv3w	1	< 0.1%
tcr0yitx/s6ebjwwueptbw	1	< 0.1%
0/yuotnxoy9ezx/h9vbqga	1	< 0.1%
jpzqxj8/vgf3aa5asxubng	1	< 0.1%
ieufnkfx/yhdd66imv14gw	1	< 0.1%
g4u5jm+hahek8sukrsjmzg	1	< 0.1%
s9t8nkj/yyndmxxrz1emq	1	< 0.1%
0dbic9qjv2fl9oq0s+xasa	1	< 0.1%
0/s4pbwarkyd3ndmyzztpq	1	< 0.1%
Other values (999990)	999990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

ad_type
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Propiedad	1000000

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Propiedad
2nd row	Propiedad
3rd row	Propiedad
4th row	Propiedad
5th row	Propiedad

Common Values

Value	Count	Frequency (%)
Propiedad	1000000	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
propiedad	1000000	100.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

start_date
Categorical

HIGH CARDINALITY

Distinct	371
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

2020-08-27	13627
2020-07-27	10260
2020-09-25	9807
2021-02-15	9578
2021-02-16	9186
Other values (366)	947542

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020-10-07
2nd row	2020-10-07
3rd row	2020-10-07
4th row	2020-10-07
5th row	2020-10-07

Common Values

Value	Count	Frequency (%)
2020-08-27	13627	1.4%
2020-07-27	10260	1.0%
2020-09-25	9807	1.0%
2021-02-15	9578	1.0%
2021-02-16	9186	0.9%
2020-08-20	8300	0.8%
2020-12-17	6755	0.7%
2020-10-23	6725	0.7%
2020-10-07	6716	0.7%
2020-11-23	6703	0.7%
Other values (361)	912343	91.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2020-08-27	13627	1.4%
2020-07-27	10260	1.0%
2020-09-25	9807	1.0%
2021-02-15	9578	1.0%
2021-02-16	9186	0.9%
2020-08-20	8300	0.8%
2020-12-17	6755	0.7%
2020-10-23	6725	0.7%
2020-10-07	6716	0.7%
2020-11-23	6703	0.7%
Other values (361)	912343	91.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

end_date
Categorical

HIGH CARDINALITY

Distinct	449
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

9999-12-31	143986
2020-08-27	9544
2020-11-13	9483
2021-02-15	8945
2021-02-16	7560
Other values (444)	820482

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2021-10-09
2nd row	2021-01-06
3rd row	2020-10-07
4th row	2021-04-12
5th row	9999-12-31

Common Values

Value	Count	Frequency (%)
9999-12-31	143986	14.4%
2020-08-27	9544	1.0%
2020-11-13	9483	0.9%
2021-02-15	8945	0.9%
2021-02-16	7560	0.8%
2021-03-02	6848	0.7%
2021-03-26	6546	0.7%
2021-03-25	6526	0.7%
2020-09-09	6278	0.6%
2020-12-21	5979	0.6%
Other values (439)	788305	78.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
9999-12-31	143986	14.4%
2020-08-27	9544	1.0%
2020-11-13	9483	0.9%
2021-02-15	8945	0.9%
2021-02-16	7560	0.8%
2021-03-02	6848	0.7%
2021-03-26	6546	0.7%
2021-03-25	6526	0.7%
2020-09-09	6278	0.6%
2020-12-21	5979	0.6%
Other values (439)	788305	78.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

created_on
Categorical

HIGH CARDINALITY

Distinct	371
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

2020-08-27	13627
2020-07-27	10260
2020-09-25	9807
2021-02-15	9578
2021-02-16	9186
Other values (366)	947542

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020-10-07
2nd row	2020-10-07
3rd row	2020-10-07
4th row	2020-10-07
5th row	2020-10-07

Common Values

Value	Count	Frequency (%)
2020-08-27	13627	1.4%
2020-07-27	10260	1.0%
2020-09-25	9807	1.0%
2021-02-15	9578	1.0%
2021-02-16	9186	0.9%
2020-08-20	8300	0.8%
2020-12-17	6755	0.7%
2020-10-23	6725	0.7%
2020-10-07	6716	0.7%
2020-11-23	6703	0.7%
Other values (361)	912343	91.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2020-08-27	13627	1.4%
2020-07-27	10260	1.0%
2020-09-25	9807	1.0%
2021-02-15	9578	1.0%
2021-02-16	9186	0.9%
2020-08-20	8300	0.8%
2020-12-17	6755	0.7%
2020-10-23	6725	0.7%
2020-10-07	6716	0.7%
2020-11-23	6703	0.7%
Other values (361)	912343	91.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

lat
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	168888
Distinct (%)	22.8%
Missing	259719
Missing (%)	26.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.822492722

Minimum	-75.64033
Maximum	85.05112878
Zeros	0
Zeros (%)	0.0%
Negative	35
Negative (%)	< 0.1%
Memory size	7.6 MiB

Quantile statistics

Minimum	-75.64033
5-th percentile	3.3715569
Q1	4.642
median	5.0470197
Q3	6.3365977
95-th percentile	11.003
Maximum	85.05112878
Range	160.6914588
Interquartile range (IQR)	1.6945977

Descriptive statistics

Standard deviation	2.239671814
Coefficient of variation (CV)	0.3846585854
Kurtosis	47.59916879
Mean	5.822492722
Median Absolute Deviation (MAD)	1.1570197
Skewness	0.04041099925
Sum	4310280.734
Variance	5.016129833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.119	1960	0.2%
11.006	1814	0.2%
6.203	1272	0.1%
11.001	1218	0.1%
11.01	1147	0.1%
11.007	1146	0.1%
6.1672865	1118	0.1%
11	1117	0.1%
11.004	1048	0.1%
11.015	1016	0.1%
Other values (168878)	727425	72.7%
(Missing)	259719	26.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-75.64033	1	< 0.1%
-75.60157	1	< 0.1%
-75.59429	1	< 0.1%
-75.58077	1	< 0.1%
-75.57589	1	< 0.1%
-75.57524	1	< 0.1%
-75.57394	1	< 0.1%
-75.57314	1	< 0.1%
-75.57172	2	< 0.1%
-75.56868	1	< 0.1%

Value	Count	Frequency (%)
85.05112878	1	< 0.1%
51.801231	1	< 0.1%
51.7704072	1	< 0.1%
51.7569877	1	< 0.1%
44.4115968	1	< 0.1%
42.5750554	1	< 0.1%
42.3481362	2	< 0.1%
41.69816955	1	< 0.1%
40.0249964	2	< 0.1%
39.9435212	1	< 0.1%

lon
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	164767
Distinct (%)	22.3%
Missing	259718
Missing (%)	26.0%
Infinite	0
Infinite (%)	0.0%
Mean	-74.89478525

Minimum	-180
Maximum	100.4774978
Zeros	0
Zeros (%)	0.0%
Negative	740247
Negative (%)	74.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	-180
5-th percentile	-76.541
Q1	-75.60342625
median	-75.10748884
Q3	-74.05588887
95-th percentile	-73.085
Maximum	100.4774978
Range	280.4774978
Interquartile range (IQR)	1.547537375

Descriptive statistics

Standard deviation	1.309072276
Coefficient of variation (CV)	-0.01747881741
Kurtosis	1398.795296
Mean	-74.89478525
Median Absolute Deviation (MAD)	0.9984106871
Skewness	15.39104817
Sum	-55443261.42
Variance	1.713670224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-74.049	2224	0.2%
-74.052	1925	0.2%
-74.053	1918	0.2%
-74.05	1849	0.2%
-74.048	1843	0.2%
-74.051	1687	0.2%
-74.054	1654	0.2%
-74.047	1626	0.2%
-76.529	1613	0.2%
-74.055	1588	0.2%
Other values (164757)	722355	72.2%
(Missing)	259718	26.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-180	1	< 0.1%
-121.899142	1	< 0.1%
-121.3263187	1	< 0.1%
-119.69819	1	< 0.1%
-111.001704	1	< 0.1%
-101.1949825	1	< 0.1%
-98.26463473	1	< 0.1%
-97.4941516	1	< 0.1%
-94.1605145	1	< 0.1%
-93.6016204	1	< 0.1%

Value	Count	Frequency (%)
100.4774978	1	< 0.1%
75.59651	1	< 0.1%
14.2661557	1	< 0.1%
14.2609761	1	< 0.1%
14.1544883	1	< 0.1%
13.3614868	1	< 0.1%
6.32401	1	< 0.1%
6.25097	1	< 0.1%
6.24978	1	< 0.1%
6.24056	1	< 0.1%

l1
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Colombia	999998
Estados Unidos	2

Length

Max length	14
Median length	8
Mean length	8.000012
Min length	8

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Colombia
2nd row	Colombia
3rd row	Colombia
4th row	Colombia
5th row	Colombia

Common Values

Value	Count	Frequency (%)
Colombia	999998	> 99.9%
Estados Unidos	2	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
colombia	999998	> 99.9%
estados	2	< 0.1%
unidos	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

l2
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Antioquia	341453
Cundinamarca	208918
Valle del Cauca	117770
Atlántico	78605
Santander	71737
Other values (27)	181517

Length

Max length	39
Median length	9
Mean length	10.282235
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Valle del Cauca
2nd row	Valle del Cauca
3rd row	Valle del Cauca
4th row	Valle del Cauca
5th row	Valle del Cauca

Common Values

Value	Count	Frequency (%)
Antioquia	341453	34.1%
Cundinamarca	208918	20.9%
Valle del Cauca	117770	11.8%
Atlántico	78605	7.9%
Santander	71737	7.2%
Caldas	56296	5.6%
Norte de Santander	32247	3.2%
Risaralda	28505	2.9%
Quindío	11753	1.2%
Bolívar	11016	1.1%
Other values (22)	41700	4.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
antioquia	341453	26.3%
cundinamarca	208918	16.1%
cauca	126256	9.7%
valle	117770	9.1%
del	117770	9.1%
santander	103984	8.0%
atlántico	78605	6.0%
caldas	56296	4.3%
norte	32247	2.5%
de	32247	2.5%
Other values (30)	85067	6.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

l3
Categorical

HIGH CARDINALITY
MISSING

Distinct	343
Distinct (%)	< 0.1%
Missing	62812
Missing (%)	6.3%
Memory size	7.6 MiB

Medellín	262856
Bogotá D.C	171168
Cali	95401
Barranquilla	74801
Bucaramanga	46595
Other values (338)	286367

Length

Max length	26
Median length	8
Mean length	8.406024192
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	24 ?
Unique (%)	< 0.1%

Sample

1st row	Cali
2nd row	Cali
3rd row	Cali
4th row	Cali
5th row	Cali

Common Values

Value	Count	Frequency (%)
Medellín	262856	26.3%
Bogotá D.C	171168	17.1%
Cali	95401	9.5%
Barranquilla	74801	7.5%
Bucaramanga	46595	4.7%
Manizales	44505	4.5%
Envigado	24171	2.4%
Cúcuta	21510	2.2%
Pereira	18855	1.9%
Floridablanca	13830	1.4%
Other values (333)	163496	16.3%
(Missing)	62812	6.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
medellín	262856	23.3%
d.c	171168	15.2%
bogotá	171168	15.2%
cali	95401	8.5%
barranquilla	74801	6.6%
bucaramanga	46595	4.1%
manizales	44505	4.0%
envigado	24171	2.1%
cúcuta	21510	1.9%
pereira	18855	1.7%
Other values (358)	195505	17.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

l4
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	64
Distinct (%)	< 0.1%
Missing	726005
Missing (%)	72.6%
Memory size	7.6 MiB

Zona Chapinero	49905
Zona Norte	43352
Zona Noroccidental	28896
El Poblado	27038
Zona Occidental	17226
Other values (59)	107578

Length

Max length	22
Median length	10
Mean length	11.92244019
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Ciudad Jardín
2nd row	Ciudad Jardín
3rd row	Ciudad Jardín
4th row	San Fernando Nuevo
5th row	Ciudad Jardín

Common Values

Value	Count	Frequency (%)
Zona Chapinero	49905	5.0%
Zona Norte	43352	4.3%
Zona Noroccidental	28896	2.9%
El Poblado	27038	2.7%
Zona Occidental	17226	1.7%
Zona Suroccidental	12980	1.3%
Laureles	12815	1.3%
Zona Centro	10862	1.1%
Belén	9755	1.0%
Lili	7118	0.7%
Other values (54)	54048	5.4%
(Missing)	726005	72.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
zona	169805	33.7%
chapinero	49905	9.9%
norte	43352	8.6%
el	32031	6.3%
noroccidental	28896	5.7%
poblado	27038	5.4%
occidental	17226	3.4%
suroccidental	12980	2.6%
laureles	12815	2.5%
centro	10862	2.2%
Other values (73)	99552	19.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

l5
Categorical

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	20
Distinct (%)	< 0.1%
Missing	840873
Missing (%)	84.1%
Memory size	7.6 MiB

Usaquén	43294
Chapinero	36034
Suba	18284
Kennedy	9082
Engativa	8635
Other values (15)	43798

Length

Max length	18
Median length	8
Mean length	8.123216048
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Suba
2nd row	Engativa
3rd row	Teusaquillo
4th row	Engativa
5th row	Usaquén

Common Values

Value	Count	Frequency (%)
Usaquén	43294	4.3%
Chapinero	36034	3.6%
Suba	18284	1.8%
Kennedy	9082	0.9%
Engativa	8635	0.9%
Fontibón	8588	0.9%
Teusaquillo	7327	0.7%
Barrios Unidos	6544	0.7%
Santa Fe	4721	0.5%
Bosa	3897	0.4%
Other values (10)	12721	1.3%
(Missing)	840873	84.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
usaquén	43294	23.7%
chapinero	36034	19.7%
suba	18284	10.0%
kennedy	9082	5.0%
engativa	8635	4.7%
fontibón	8588	4.7%
teusaquillo	7327	4.0%
barrios	6544	3.6%
unidos	6544	3.6%
santa	4721	2.6%
Other values (19)	33924	18.5%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

l6
Categorical

HIGH CARDINALITY
MISSING

Distinct	164
Distinct (%)	0.3%
Missing	945253
Missing (%)	94.5%
Memory size	7.6 MiB

Chico Reservado	10687
Santa Barbara	7095
Cedritos	6862
Los Rosales	2744
Chico Norte	1983
Other values (159)	25376

Length

Max length	22
Median length	11
Mean length	11.60677297
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Cofradía
2nd row	La Merced
3rd row	Modelia
4th row	El Batán
5th row	Santa Barbara

Common Values

Value	Count	Frequency (%)
Chico Reservado	10687	1.1%
Santa Barbara	7095	0.7%
Cedritos	6862	0.7%
Los Rosales	2744	0.3%
Chico Norte	1983	0.2%
Bella Suiza	1808	0.2%
Ciudad Salitre	1762	0.2%
Modelia	1522	0.2%
El Batán	1280	0.1%
El Chicó	1177	0.1%
Other values (154)	17827	1.8%
(Missing)	945253	94.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
chico	13347	13.8%
reservado	10687	11.0%
santa	8268	8.5%
barbara	7095	7.3%
cedritos	6862	7.1%
el	3641	3.8%
los	2788	2.9%
rosales	2744	2.8%
norte	2503	2.6%
salitre	1940	2.0%
Other values (188)	36895	38.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

rooms
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	37
Distinct (%)	< 0.1%
Missing	827913
Missing (%)	82.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.124123263

Minimum	1
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	6
Maximum	40
Range	39
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.802065106
Coefficient of variation (CV)	0.576822665
Kurtosis	47.78869461
Mean	3.124123263
Median Absolute Deviation (MAD)	1
Skewness	4.908060291
Sum	537621
Variance	3.247438648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
3	84435	8.4%
2	32761	3.3%
4	22022	2.2%
1	16435	1.6%
5	7363	0.7%
6	3355	0.3%
7	1623	0.2%
8	1192	0.1%
9	670	0.1%
10	659	0.1%
Other values (27)	1572	0.2%
(Missing)	827913	82.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	16435	1.6%
2	32761	3.3%
3	84435	8.4%
4	22022	2.2%
5	7363	0.7%
6	3355	0.3%
7	1623	0.2%
8	1192	0.1%
9	670	0.1%
10	659	0.1%

Value	Count	Frequency (%)
40	7	< 0.1%
36	1	< 0.1%
35	1	< 0.1%
34	2	< 0.1%
33	1	< 0.1%
32	2	< 0.1%
31	5	< 0.1%
30	6	< 0.1%
29	21	< 0.1%
28	13	< 0.1%

bedrooms
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	59
Distinct (%)	< 0.1%
Missing	623954
Missing (%)	62.4%
Infinite	0
Infinite (%)	0.0%
Mean	2.807143275

Minimum	0
Maximum	96
Zeros	31356
Zeros (%)	3.1%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	96
Range	96
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.952432275
Coefficient of variation (CV)	0.6955228442
Kurtosis	132.7735379
Mean	2.807143275
Median Absolute Deviation (MAD)	1
Skewness	6.474984068
Sum	1055615
Variance	3.811991788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	171639	17.2%
2	67335	6.7%
4	40991	4.1%
1	34844	3.5%
0	31356	3.1%
5	13672	1.4%
6	6124	0.6%
7	2898	0.3%
8	2163	0.2%
10	1430	0.1%
Other values (49)	3594	0.4%
(Missing)	623954	62.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	31356	3.1%
1	34844	3.5%
2	67335	6.7%
3	171639	17.2%
4	40991	4.1%
5	13672	1.4%
6	6124	0.6%
7	2898	0.3%
8	2163	0.2%
9	1145	0.1%

Value	Count	Frequency (%)
96	1	< 0.1%
82	1	< 0.1%
77	1	< 0.1%
70	2	< 0.1%
68	1	< 0.1%
66	3	< 0.1%
65	1	< 0.1%
61	1	< 0.1%
60	12	< 0.1%
58	2	< 0.1%

bathrooms
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	20
Distinct (%)	< 0.1%
Missing	200507
Missing (%)	20.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.414535212

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	5
Maximum	20
Range	19
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.412620473
Coefficient of variation (CV)	0.5850486117
Kurtosis	12.63374304
Mean	2.414535212
Median Absolute Deviation (MAD)	1
Skewness	2.470868211
Sum	1930404
Variance	1.995496602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	359030	35.9%
1	178448	17.8%
3	132983	13.3%
4	71128	7.1%
5	32495	3.2%
6	12414	1.2%
7	4457	0.4%
10	3432	0.3%
8	2651	0.3%
9	1610	0.2%
Other values (10)	845	0.1%
(Missing)	200507	20.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	178448	17.8%
2	359030	35.9%
3	132983	13.3%
4	71128	7.1%
5	32495	3.2%
6	12414	1.2%
7	4457	0.4%
8	2651	0.3%
9	1610	0.2%
10	3432	0.3%

Value	Count	Frequency (%)
20	122	< 0.1%
19	21	< 0.1%
18	47	< 0.1%
17	38	< 0.1%
16	48	< 0.1%
15	72	< 0.1%
14	84	< 0.1%
13	92	< 0.1%
12	177	< 0.1%
11	144	< 0.1%

surface_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2147
Distinct (%)	5.2%
Missing	958758
Missing (%)	95.9%
Infinite	0
Infinite (%)	0.0%
Mean	982.6312254

Minimum	10
Maximum	200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	10
5-th percentile	35
Q1	64
median	100
Q3	223.75
95-th percentile	2500
Maximum	200000
Range	199990
Interquartile range (IQR)	159.75

Descriptive statistics

Standard deviation	7013.950521
Coefficient of variation (CV)	7.137927576
Kurtosis	362.4855805
Mean	982.6312254
Median Absolute Deviation (MAD)	47
Skewness	17.18950437
Sum	40525677
Variance	49195501.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	1327	0.1%
70	895	0.1%
80	819	0.1%
90	761	0.1%
65	739	0.1%
50	625	0.1%
100	590	0.1%
120	587	0.1%
75	541	0.1%
55	523	0.1%
Other values (2137)	33835	3.4%
(Missing)	958758	95.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	79	< 0.1%
11	26	< 0.1%
12	61	< 0.1%
13	34	< 0.1%
14	41	< 0.1%
15	68	< 0.1%
16	48	< 0.1%
17	50	< 0.1%
18	65	< 0.1%
19	34	< 0.1%

Value	Count	Frequency (%)
200000	1	< 0.1%
199579	1	< 0.1%
199482	1	< 0.1%
198400	1	< 0.1%
192000	2	< 0.1%
190000	1	< 0.1%
183461	1	< 0.1%
182339	1	< 0.1%
180000	2	< 0.1%
179469	1	< 0.1%

surface_covered
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED

Distinct	1513
Distinct (%)	2.5%
Missing	940091
Missing (%)	94.0%
Infinite	0
Infinite (%)	0.0%
Mean	1502.722663

Minimum	1
Maximum	31520100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	1
5-th percentile	34
Q1	62
median	96
Q3	188
95-th percentile	580
Maximum	31520100
Range	31520099
Interquartile range (IQR)	126

Descriptive statistics

Standard deviation	152096.469
Coefficient of variation (CV)	101.2139317
Kurtosis	33747.8832
Mean	1502.722663
Median Absolute Deviation (MAD)	43
Skewness	176.2420211
Sum	90026612
Variance	2.313333588 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	1791	0.2%
70	1289	0.1%
80	1129	0.1%
50	1006	0.1%
90	991	0.1%
65	980	0.1%
100	935	0.1%
120	806	0.1%
75	772	0.1%
40	741	0.1%
Other values (1503)	49469	4.9%
(Missing)	940091	94.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	70	< 0.1%
2	29	< 0.1%
3	26	< 0.1%
4	16	< 0.1%
5	35	< 0.1%
6	41	< 0.1%
7	24	< 0.1%
8	32	< 0.1%
9	26	< 0.1%
10	68	< 0.1%

Value	Count	Frequency (%)
31520100	1	< 0.1%
17320000	1	< 0.1%
8380000	1	< 0.1%
3480000	1	< 0.1%
2010000	1	< 0.1%
1150000	1	< 0.1%
811600	1	< 0.1%
780456	1	< 0.1%
771512	1	< 0.1%
660000	1	< 0.1%

price
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	20110
Distinct (%)	2.0%
Missing	509
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	406952885.5

Minimum	0
Maximum	1.6 × 10¹²
Zeros	62
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.6 MiB

Quantile statistics

Minimum	0
5-th percentile	750000
Q1	1800000
median	150000000
Q3	395000000
95-th percentile	1450000000
Maximum	1.6 × 10¹²
Range	1.6 × 10¹²
Interquartile range (IQR)	393200000

Descriptive statistics

Standard deviation	2421718563
Coefficient of variation (CV)	5.950857334
Kurtosis	193291.8956
Mean	406952885.5
Median Absolute Deviation (MAD)	148749000
Skewness	315.3462535
Sum	4.067457465 × 10¹⁴
Variance	5.8647208 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1200000	15896	1.6%
1500000	13841	1.4%
1000000	12670	1.3%
1300000	12636	1.3%
1100000	11429	1.1%
2000000	11277	1.1%
250000000	11059	1.1%
800000	10896	1.1%
900000	10664	1.1%
1400000	10362	1.0%
Other values (20100)	878761	87.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	62	< 0.1%
90	1	< 0.1%
150	2	< 0.1%
950	1	< 0.1%
1000	1	< 0.1%
1100	1	< 0.1%
1500	1	< 0.1%
5345	1	< 0.1%
26000	1	< 0.1%
36000	2	< 0.1%

Value	Count	Frequency (%)
1.6 × 10¹²	1	< 0.1%
4.65 × 10¹¹	1	< 0.1%
3.45 × 10¹¹	1	< 0.1%
3.1 × 10¹¹	1	< 0.1%
2.52 × 10¹¹	1	< 0.1%
1.9 × 10¹¹	1	< 0.1%
1.86 × 10¹¹	1	< 0.1%
1.8375 × 10¹¹	1	< 0.1%
1.83 × 10¹¹	1	< 0.1%
1.8 × 10¹¹	3	< 0.1%

currency
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	550
Missing (%)	0.1%
Memory size	7.6 MiB

COP	999402
USD	43
ARS	5

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	COP
2nd row	COP
3rd row	COP
4th row	COP
5th row	COP

Common Values

Value	Count	Frequency (%)
COP	999402	99.9%
USD	43	< 0.1%
ARS	5	< 0.1%
(Missing)	550	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
cop	999402	> 99.9%
usd	43	< 0.1%
ars	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

price_period
Categorical

CONSTANT
HIGH CORRELATION
MISSING
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	878833
Missing (%)	87.9%
Memory size	7.6 MiB

Mensual	121167

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mensual
2nd row	Mensual
3rd row	Mensual
4th row	Mensual
5th row	Mensual

Common Values

Value	Count	Frequency (%)
Mensual	121167	12.1%
(Missing)	878833	87.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
mensual	121167	100.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

title
Categorical

HIGH CARDINALITY

Distinct	364029
Distinct (%)	36.4%
Missing	12
Missing (%)	< 0.1%
Memory size	7.6 MiB

Apartamento en Arriendo Ubicado en MEDELLIN	35411
Apartamento en Venta Ubicado en MEDELLIN	29455
Apartamento en Arriendo Ubicado en SABANETA	12247
APARTAMENTO EN VENTA EN Bogota	11177
Apartamento en Venta Ubicado en SABANETA	10733
Other values (364024)	900965

Length

Max length	146
Median length	44
Mean length	46.10365324
Min length	1

Characters and Unicode

Total characters	18
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	222959 ?
Unique (%)	22.3%

Sample

1st row	Casa Campestre en venta en darien 3469064
2nd row	Casa en ciudsd jardin
3rd row	Casa en ciudsd jardin
4th row	Casa en venta en pance 1630426
5th row	CASA EXTERNA BARRIO CIUDAD 2000

Common Values

Value	Count	Frequency (%)
Apartamento en Arriendo Ubicado en MEDELLIN	35411	3.5%
Apartamento en Venta Ubicado en MEDELLIN	29455	2.9%
Apartamento en Arriendo Ubicado en SABANETA	12247	1.2%
APARTAMENTO EN VENTA EN Bogota	11177	1.1%
Apartamento en Venta Ubicado en SABANETA	10733	1.1%
Apartamento en Arriendo Ubicado en ENVIGADO	9924	1.0%
Local en Arriendo Ubicado en MEDELLIN	6579	0.7%
Casa en Venta Ubicado en MEDELLIN	6064	0.6%
APARTAMENTO EN ARRIENDO EN Bogota	5968	0.6%
Oficina en Arriendo Ubicado en MEDELLIN	5355	0.5%
Other values (364019)	867075	86.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
en	1309125	19.1%
apartamento	503261	7.3%
venta	411841	6.0%
arriendo	331174	4.8%
casa	203403	3.0%
ubicado	176606	2.6%
	156557	2.3%
de	135219	2.0%
medellin	123909	1.8%
la	88915	1.3%
Other values (203839)	3420226	49.9%

Most occurring characters

Value	Count	Frequency (%)
	18	100.0%

Most occurring categories

Value	Count	Frequency (%)
Control	18	100.0%

Most frequent character per category

Control

Value	Count	Frequency (%)
	18	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	18	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
	18	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	18	100.0%

description
Categorical

HIGH CARDINALITY

Distinct	512446
Distinct (%)	51.3%
Missing	644
Missing (%)	0.1%
Memory size	7.6 MiB

En Rentahouse Finca Raiz contamos con más de 51 años de experiencia en la comercialización inmobiliaria. Disponemos de una amplia oferta en Cundinamarca y Antioquia. Contactanos y recibe información del inmueble que sueñas... ¿Te interesa conocer más de nuestro equipo? Siguenos en Instagram Rentahousefincariaz.co o visita nuestra sitio web www.Rentahousefincaraiz.com.co	847
Codigo Inmueble 6182 COD INTERNO 6182No pierdas esta oportunidad! Hermoso local en un lugar estratégico amplio con excelente iluminación.	435
Codigo Inmueble 574 Local muy amplio con espacios abiertos cercano Av oriental Tiene gas por red mas de 30 oficinas y 30 baños. Disponible para Renta o venta.	425
Codigo Inmueble 514 APARTAMENTO PARA ARRIENDO Y VENTA EN UNIDAD CERRADA PARA ESTRENAR, CON MUY BUENOS ACABADOS Y BUENA ILUMINACIÓN.	419
Codigo Inmueble 239 Se arrienda oficina en Mayorca con amplio, buena iluminación.Las comodidades son: Salón amplio, piso en madera laminada, aire acondicionado,terraza (área de 10.25 mtrs), 1 baño con lavamanos.(Para Oficinas prestadoras de servicio).	408
Other values (512441)	996822

Length

Max length	24398
Median length	354
Mean length	397.9051319
Min length	1

Characters and Unicode

Total characters	1874448
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	360528 ?
Unique (%)	36.1%

Sample

1st row	HERMOSA CASA CAMPESTRE, ÁREA 6,000 MT, UBICADA EN LA VIA BUGA - BUENAVENTURA, EN PARCELACIÓN CON UNA EXCELENTE VISTA DEL LAGO CALIMA, SITIO DE ALTA VALORIZACIÓN, ZONA SUPREMAMENTE APACIBLE, DONDE PODRÁS DISFRUTAR DE LOS MAS HERMOSOS PAISAJES, Y PODRÁS APRECIAR LA FAUNA Y LA FLORA DE LA REGIÓN. A 20 MINUTOS DEL SEÑOR DE LOS MILAGROS DE BUGA.<br /><br /> <br /> Ref#571412.
2nd row	Casa independiente con posiciona en ciudad jardín y hermosos jardines. La casa s eve de amoblada Sur se la Ciudad 9 garajes
3rd row	Casa independiente con posiciona en ciudad jardín y hermosos jardines. Amo la casa al Sur se la Ciudad 9 garajes
4th row	EXCELENTE CASA - LOTE 6,373 MT, EN OBRA GRIS UBICADA AL SUR DE LA CIUDAD DE CALI, CONSTRUCCION TIPO MANSION, ADEMAS SE PUEDE CONSIDERAR SU CONSTRUCCION PARA UN HOTEL, SPA, CENTRO DE ESTETICA, CLINICA DE REPOSO, ETC, ZONA SUPER APACIBLE, CINCO SUPER HABITACIONES CADA UNA CON BAÑO, VESTIER, BALCON, ASCENSOR, ALCOBA PRINCIPAL CON DOBLE VESTIER, DOBLE BAÑO, PISCINA, ZONA HUMEDA, ZONAS VERDES, PARQUEADEROS EN SOTANO. SE VENDE TAMBIEN COMO LOTE.<br /><br /> <br /> Ref#571457.
5th row	CASA EXTERNA EN EL BARRIO CIUDAD 2000,CONSTRUIDA EN TRES PISOS , CON CUATRO APARTA ESTUDIOS CON SERVICIOS INDEPENDIENTES , RECIBE RENTA MENSUAL , PLANCHA Y CIMIENTOS CON SOLUCIÓN DE SERVICIOS PARA CONSTRUIR CUARTO PISO , GARAJE ANTEJARDIN , CERCA AL NUEVO PUENTE DE LA AVENIDA CIUDAD DE CALI<br /><br /> <br /> Ref#571369.

Common Values

Value	Count	Frequency (%)
En Rentahouse Finca Raiz contamos con más de 51 años de experiencia en la comercialización inmobiliaria. Disponemos de una amplia oferta en Cundinamarca y Antioquia. Contactanos y recibe información del inmueble que sueñas... ¿Te interesa conocer más de nuestro equipo? Siguenos en Instagram Rentahousefincariaz.co o visita nuestra sitio web www.Rentahousefincaraiz.com.co	847	0.1%
Codigo Inmueble 6182 COD INTERNO 6182No pierdas esta oportunidad! Hermoso local en un lugar estratégico amplio con excelente iluminación.	435	< 0.1%
Codigo Inmueble 574 Local muy amplio con espacios abiertos cercano Av oriental Tiene gas por red mas de 30 oficinas y 30 baños. Disponible para Renta o venta.	425	< 0.1%
Codigo Inmueble 514 APARTAMENTO PARA ARRIENDO Y VENTA EN UNIDAD CERRADA PARA ESTRENAR, CON MUY BUENOS ACABADOS Y BUENA ILUMINACIÓN.	419	< 0.1%
Codigo Inmueble 239 Se arrienda oficina en Mayorca con amplio, buena iluminación.Las comodidades son: Salón amplio, piso en madera laminada, aire acondicionado,terraza (área de 10.25 mtrs), 1 baño con lavamanos.(Para Oficinas prestadoras de servicio).	408	< 0.1%
Codigo Inmueble 561 Casa cerca al Éxito Laureles amplios espacios con muy buenas rutas de trabajo	398	< 0.1%
Codigo Inmueble 667 Se vende o arrenda oficina con un área de 37 mts, una cocineta, un baño, salón comedor, balcón, ascensor, porqueadero.	342	< 0.1%
Codigo Inmueble 6421 Hermosa casa con 3 habitaciones, closets, sala-comedor, cocina integral con red de gas, 3 baños completos. Iluminado, buena ventilación, cómodas áreas hacen de este inmueble un lugar único para vivir, cerca de supermercados, restaurantes. Porque los asuntos importantes deben quedar en manos de expertos, llámanos para ampliarte la información.	311	< 0.1%
Codigo Inmueble 6333 No pierdas esta oportunidad!! Hermoso apartamento con 3 habitaciones, 1 baño completo, 1 baño social, garaje sencillo. Iluminado, buena ventilación, cómodas áreas hacen de este inmueble un lugar único para vivir, cerca de Centros Comerciales, supermercados, restaurantes. Porque los asuntos importantes deben quedar en manos de expertos, llámanos para ampliarte la información. Código Interno: 6333	309	< 0.1%
Codigo Inmueble 6047 No pierdas esta oportunidad!! Hermosa oficina con 5 puestos de trabajo completos,1 baño, 1 cocineta, en edificio con portería, parqueadero cubierto de visitantes, Se renta con muebles o sin muebles. Porque los asuntos importantes deben quedar en manos de expertos, llámanos para ampliarte la información. Código Interno: 6047	303	< 0.1%
Other values (512436)	995159	99.5%
(Missing)	644	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
de	3561573	5.9%
con	2081924	3.4%
en	1826784	3.0%
y	1802074	3.0%
	1111327	1.8%
la	1061780	1.8%
el	756196	1.3%
a	674786	1.1%
para	666916	1.1%
zona	623508	1.0%
Other values (427660)	46203880	76.5%

Most occurring characters

Value	Count	Frequency (%)
	1874448	100.0%

Most occurring categories

Value	Count	Frequency (%)
Control	1874448	100.0%

Most frequent character per category

Control

Value	Count	Frequency (%)
	1874448	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1874448	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
	1874448	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1874448	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1874448	100.0%

property_type
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Apartamento	565404
Casa	220101
Otro	111046
Lote	46369
Local comercial	26389
Other values (4)	30691

Length

Max length	15
Median length	11
Mean length	8.32893
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Casa
2nd row	Casa
3rd row	Casa
4th row	Casa
5th row	Casa

Common Values

Value	Count	Frequency (%)
Apartamento	565404	56.5%
Casa	220101	22.0%
Otro	111046	11.1%
Lote	46369	4.6%
Local comercial	26389	2.6%
Oficina	22258	2.2%
Finca	6725	0.7%
Depósito	1544	0.2%
Parqueadero	164	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
apartamento	565404	55.1%
casa	220101	21.4%
otro	111046	10.8%
lote	46369	4.5%
local	26389	2.6%
comercial	26389	2.6%
oficina	22258	2.2%
finca	6725	0.7%
depósito	1544	0.2%
parqueadero	164	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

operation_type
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.6 MiB

Venta	571884
Arriendo	427736
Arriendo temporal	380

Length

Max length	17
Median length	5
Mean length	6.287768
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Venta
2nd row	Venta
3rd row	Venta
4th row	Venta
5th row	Venta

Common Values

Value	Count	Frequency (%)
Venta	571884	57.2%
Arriendo	427736	42.8%
Arriendo temporal	380	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
venta	571884	57.2%
arriendo	428116	42.8%
temporal	380	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	id	ad_type	start_date	end_date	created_on	lat	lon	l1	l2	l3	l4	l5	l6	rooms	bedrooms	bathrooms	surface_total	surface_covered	price	currency	price_period	title	description	property_type	operation_type
0	KsjahK62rxcYKXXQjOdkqw==	Propiedad	2020-10-07	2021-10-09	2020-10-07	3.9210	-76.506000	Colombia	Valle del Cauca	NaN	NaN	NaN	NaN	NaN	6.0	7.0	NaN	NaN	1.300000e+09	COP	NaN	Casa Campestre en venta en darien 3469064	HERMOSA CASA CAMPESTRE, ÁREA 6,000 MT, UBICADA EN LA VIA BUGA - BUENAVENTURA, EN PARCELACIÓN CON UNA EXCELENTE VISTA DEL LAGO CALIMA, SITIO DE ALTA VALORIZACIÓN, ZONA SUPREMAMENTE APACIBLE, DONDE PODRÁS DISFRUTAR DE LOS MAS HERMOSOS PAISAJES, Y PODRÁS APRECIAR LA FAUNA Y LA FLORA DE LA REGIÓN. A 20 MINUTOS DEL SEÑOR DE LOS MILAGROS DE BUGA.<br /><br />\n <br />\n Ref#571412.	Casa	Venta
1	Y+gsBZYq1zu5NoR3V5oUGA==	Propiedad	2020-10-07	2021-01-06	2020-10-07	3.3577	-76.541811	Colombia	Valle del Cauca	Cali	Ciudad Jardín	NaN	NaN	NaN	NaN	7.0	NaN	NaN	2.800000e+09	COP	NaN	Casa en ciudsd jardin	Casa independiente con posiciona en ciudad jardín y hermosos jardines. La casa s eve de amoblada\nSur se la\nCiudad 9 garajes	Casa	Venta
2	Jpzqxj8/Vgf3Aa5ASxUBNg==	Propiedad	2020-10-07	2020-10-07	2020-10-07	3.3577	-76.541811	Colombia	Valle del Cauca	Cali	Ciudad Jardín	NaN	NaN	NaN	NaN	7.0	NaN	NaN	2.800000e+09	COP	Mensual	Casa en ciudsd jardin	Casa independiente con posiciona en ciudad jardín y hermosos jardines. Amo la casa al\nSur se la\nCiudad 9 garajes	Casa	Venta
3	ieuFnkFx/yHDD66iMV14Gw==	Propiedad	2020-10-07	2021-04-12	2020-10-07	3.3640	-76.538000	Colombia	Valle del Cauca	Cali	Ciudad Jardín	NaN	NaN	NaN	5.0	8.0	NaN	NaN	3.500000e+09	COP	NaN	Casa en venta en pance 1630426	EXCELENTE CASA - LOTE 6,373 MT, EN OBRA GRIS UBICADA AL SUR DE LA CIUDAD DE CALI, CONSTRUCCION TIPO MANSION, ADEMAS SE PUEDE CONSIDERAR SU CONSTRUCCION PARA UN HOTEL, SPA, CENTRO DE ESTETICA, CLINICA DE REPOSO, ETC, ZONA SUPER APACIBLE, CINCO SUPER HABITACIONES CADA UNA CON BAÑO, VESTIER, BALCON, ASCENSOR, ALCOBA PRINCIPAL CON DOBLE VESTIER, DOBLE BAÑO, PISCINA, ZONA HUMEDA, ZONAS VERDES, PARQUEADEROS EN SOTANO. SE VENDE TAMBIEN COMO LOTE.<br /><br />\n <br />\n Ref#571457.	Casa	Venta
4	g4u5JM+hAHEk8SukRSjMzg==	Propiedad	2020-10-07	9999-12-31	2020-10-07	3.3910	-76.517000	Colombia	Valle del Cauca	Cali	NaN	NaN	NaN	NaN	8.0	9.0	NaN	NaN	4.800000e+08	COP	NaN	CASA EXTERNA BARRIO CIUDAD 2000	CASA EXTERNA EN EL BARRIO CIUDAD 2000,CONSTRUIDA EN TRES PISOS , CON CUATRO APARTA ESTUDIOS CON SERVICIOS INDEPENDIENTES , RECIBE RENTA MENSUAL , PLANCHA Y CIMIENTOS CON SOLUCIÓN DE SERVICIOS PARA CONSTRUIR CUARTO PISO , GARAJE ANTEJARDIN , CERCA AL NUEVO PUENTE DE LA AVENIDA CIUDAD DE CALI<br /><br />\n <br />\n Ref#571369.	Casa	Venta
5	+S9T8NKJ/yyndMxxRz1emQ==	Propiedad	2020-10-07	9999-12-31	2020-10-07	3.4130	-76.544000	Colombia	Valle del Cauca	Cali	NaN	NaN	NaN	NaN	10.0	10.0	NaN	NaN	1.400000e+09	COP	NaN	CASA PARA VENTA NUEVA TEQUENDAMA	CASA EXTERNA CONSTRUIDA EN TRES PISOS , EN EL BARRIO NUEVA TEQUENDAMA IDEAL PARA CLINICA, LABORATORIO CLÍNICO, CENTRO DE ESTÉTICA , HOTEL ,APARTAESTUDIOS . CERCA A LA CARRERA 42 Y 44A , FÁCIL ACCESO A TRANSPORTE PUBLICO , SU UBICACIÓN ES ESTRATÉGICA POR ESTAR RODEADA DE LAS DIFERENTES EPS Y IPS DE LA CIUDAD<br /><br />\n <br />\n Ref#571206.	Casa	Venta
6	0DBic9QJv2FL9Oq0S+xaSA==	Propiedad	2020-10-07	2020-10-22	2020-10-07	3.4510	-76.532000	Colombia	Valle del Cauca	Cali	NaN	NaN	NaN	NaN	7.0	7.0	NaN	NaN	2.800000e+08	COP	NaN	Casa en venta en zona norte 3558799	CASA EN PASAJE NO VÍA VEHICULAR UBICADA A DOS CASAS EN EL BARRIO LARES DE COMFENALCO, ESTRATO DOS , CONSTRUIDA EN CUATRO PISOS ASÍ: PRIMER PISO DOS ALCOBAS DOS BAÑOS, COCINA INTEGRAL Y ZONA DE OFICIOS , SEGUNDO Y TERCER PISO DOS ALCOBAS , DOS BAÑOS , COCINA INTEGRAL , BALCON , CUARTO PISO ZONA DE LAVANDERÍA Y ESTADERO PARA LOS PISOS 2 Y 3 MAS ALCOBA CON BAÑO INDEPENDIENTE<br /><br />\n <br />\n Ref#571462.	Casa	Venta
7	0/S4PBWArkYd3NDMyZZtPQ==	Propiedad	2020-10-07	2021-06-22	2020-10-07	3.4270	-76.542000	Colombia	Valle del Cauca	Cali	San Fernando Nuevo	NaN	NaN	NaN	8.0	7.0	NaN	NaN	5.300000e+08	COP	NaN	Casa en venta en san fernando 3476093	VENDE CASA EN EL SECTOR DE SAN FERNANDO VIEJO, LA CASA ESTA DIVIDIDA EN CUATRO APARTAESTUDIOS DE DOS HABITACIONES, UN BAÑO Y COCINETA CADA UNO, EXCELENTE UBICACIÓN, VARIAS VÍAS DE ACCESO, SUPERMERCADOS Y CENTROS COMERCIALES CERCANOS.<br /><br />\n <br />\n Ref#571455.	Casa	Venta
8	mrYI162HS5qJaAFN2WpP2Q==	Propiedad	2020-10-07	2021-02-11	2020-10-07	3.3640	-76.538000	Colombia	Valle del Cauca	Cali	Ciudad Jardín	NaN	NaN	NaN	5.0	9.0	NaN	NaN	7.000000e+06	COP	NaN	ALQUILA EXCELENTE CASA EN CIUDAD JARDIN	EXCELENTE VIVIENDA UBICADA SOBRE VIA PRINCIPAL EN EL SECTOR DE CIUDAD JARDÍN, AMPLIA, CUENTA CON CINCO HABITACIONES, TODAS CON BAÑO, SALA, COMEDOR, COCINA INTEGRAL, ZONAS VERDES, PISCINA PROPIA, PARQUEADERO INTERIOR PARA CUATRO VEHÍCULOS, SE ALQUILA PARA VIVIENDA U OFICINAS, TRANSPORTE PUBLICO CERCANO..<br /><br />\n <br />\n Ref#571281.	Casa	Arriendo
9	3q8MmfVZHtWJa6pxNnypeg==	Propiedad	2020-10-07	9999-12-31	2020-10-07	3.5650	-76.551000	Colombia	Valle del Cauca	Cali	NaN	NaN	NaN	NaN	5.0	7.0	NaN	NaN	1.700000e+09	COP	NaN	HERMOSA CASA EN VENTA EN JAMUNDÍ 2844215	EXCELENTE CASA EN CONDOMINIO EXCLUSIVO, ÁREA LOTE 4.000 METROS, ÁREA CONSTRUIDA 926 METROS, ESTILO AMERICANO, LA MEJOR UBICACIÓN CUENTA CON UNE HERMOSA VISTA AL LAGO, BUENAS VÍAS DE ACCESO, UNIPLANTA, FAMILY ROOM, 2 CASAS EN EL MISMO PREDIO, ALJIBE, PLANTA ELÉCTRICA, HIDROFLOW, TANQUES DE RESERVA. CASA ADICIONAL CON 4 ALCOBAS, 4 BAÑOS, SALA COMEDOR, COCINA ABIERTA. PISOS CERÁMICA ESPAÑOLA, BAÑOS CORONA, COCINA ABIERTA, ESTILO AMERICANO. EL CONDOMINIO CUENTA CON PISCINAS CANCHAS DE FÚTBOL, TENIS,BASKETBOL, LAGO.<br /><br />\n <br />\n Ref#571391.	Casa	Venta

Last rows

	id	ad_type	start_date	end_date	created_on	lat	lon	l1	l2	l3	l4	l5	l6	rooms	bedrooms	bathrooms	surface_total	surface_covered	price	currency	price_period	title	description	property_type	operation_type
999990	k8BXoVsgP8ACJ19UGGGWkQ==	Propiedad	2021-03-31	2021-05-10	2021-03-31	4.643000	-74.135000	Colombia	Cundinamarca	Bogotá D.C	Zona Suroccidental	Kennedy	NaN	NaN	4.0	2.0	NaN	NaN	1600000.0	COP	NaN	CASA EN ARRIENDO EN Bogota	Arriendo casa de 3 niveles en Villa Alsacia con 4 alcobas con closet, 2 baños, sala comedor,cocina semint a gas, calentador eléctrico, patio con lavadero,cbs, pisos del comedor en cerámica,pisos sala y alcobas en alfombra,inst.lavadora,garaje cubierto.	Casa	Arriendo
999991	5zYdgqEmM+HSCrpPw/2vrw==	Propiedad	2021-03-31	2021-05-12	2021-03-31	4.644055	-74.128511	Colombia	Cundinamarca	Bogotá D.C	Zona Suroccidental	Kennedy	NaN	3.0	3.0	NaN	NaN	NaN	410000000.0	COP	NaN	APARTAMENTO EN VENTA VILLA ALSACIA	Hermoso apartamento en venta, cuenta con una excelente ubicación, cerca de centros comerciales, zonas verdes, parques públicos, avenidas principales, transporte público de fácil acceso. Cuenta con un gran espacio para sala-comedor, 3 habitaciones closet con sus respectivos armarios empotrados, 2 baños, estudio, cocina tipo americana abierta con barra auxiliar, la división de los baños es en vidrio templado, piso en madera laminada y baldosa, piso 11, vista exterior, remodelado, el sector es muy tranquilo, estrato 4, parqueadero propio cubierto, parqueadero para visitantes, parque infantil, gimnasio, zona BBQ, salones sociales. \n\n¡El equipo de Inversiones Inmobiliarias Global Home está comprometida a brindar una experiencia de vida excepcional para nuestros clientes desde el momento en que se unen a nuestra comunidad!\n¡Pide tu cita!\n	Apartamento	Venta
999992	id160MFAX1qSWF79oy010Q==	Propiedad	2021-03-31	9999-12-31	2021-03-31	4.653064	-74.161088	Colombia	Cundinamarca	Bogotá D.C	Zona Suroccidental	Kennedy	NaN	NaN	NaN	3.0	NaN	NaN	340000000.0	COP	NaN	Casa conjunto Cabo Verde ( ricaurte - cundinarmarca )	Hermosa casa en bello conjunto cerrado , 2 años de construcción y 1 año de tenerla pero no se vive alla solo de casa de vereneo	Casa	Venta
999993	2dTHgLrpas4IYRHxffvu5Q==	Propiedad	2021-03-31	9999-12-31	2021-03-31	4.640417	-74.155487	Colombia	Cundinamarca	Bogotá D.C	Zona Suroccidental	Kennedy	NaN	NaN	2.0	1.0	NaN	NaN	800000.0	COP	NaN	TORRES DE CASTELLO	<b>TORRES DE CASTELLO</b><br><br>APARTAMENTO SALA COMEDOR, 2 ALCOBAS, 1 BAÑO, COCINA INTEGRAL, ZONA DE LAVANDERÍA, CALENTADOR, CLOSETS, ASCENSOR.<br />\nCERCA A, BIBLIOTECA TINTAL, CENTRO COMERCIAL TINTAL, BANDERAS,<br />\nVIAS DE ACCESO, AV CALI, AV AMERICAS, AV BOYACA.<br /><br><br> Características adicionales: <br> - Agua corriente<br> <br><br> Ref#722521.	Apartamento	Arriendo
999994	WuCAZxlgtkYgoHRAiodCbA==	Propiedad	2021-03-31	2021-09-03	2021-03-31	4.641292	-74.153875	Colombia	Cundinamarca	Bogotá D.C	Zona Suroccidental	Kennedy	NaN	NaN	NaN	2.0	NaN	NaN	350000000.0	COP	NaN	Apartamenton venta Zapan de castilla _ wasi3625614	Apartamento en piso 6 con amplia iluminación natural. 81 M2 distribuidos en; Sala comedor, balcón, chimenea funcional a gas, 3 habitaciones cada una con closet, principal con vestier y baño privado, estudio, sala de Star , cocina integral a gas, zona de lavandería. Pisos totalmente laminados en cada espacio. Garaje cubierto. Apartamento ubicado a pocos minutos de la Av ciudad de cali costado oriental y a pocos minutos de la estación de Transmilenio Banderas.	Apartamento	Venta
999995	HogfsSTtBvNDJkf98/FGIw==	Propiedad	2021-03-31	2021-05-18	2021-03-31	6.186412	-75.658630	Colombia	Antioquia	Medellín	San Antonio de Prado	NaN	NaN	NaN	2.0	1.0	NaN	NaN	700000.0	COP	NaN	APARTAMENTO EN ARRIENDO, SAN ANTONIO DE PRADO-PRADITO	Apartamento de 48 Mts2 ubicado en conjunto cerrado con excelentes zonas de esparcimiento y buenas rutas de acceso vial, espacios amplios e iluminados. Ubicado en excelente sector, cerca al parque industrial de prado	Apartamento	Arriendo
999996	1LxE1UMbfMeW5Dv/z4rqJA==	Propiedad	2021-03-31	2021-05-18	2021-03-31	6.186412	-75.658630	Colombia	Antioquia	Medellín	San Antonio de Prado	NaN	NaN	NaN	2.0	1.0	NaN	NaN	700000.0	COP	NaN	APARTAMENTO EN ARRIENDO, SAN ANTONIO DE PRADO-PRADITO	Apartamento de 48 Mts2 ubicado en conjunto cerrado con excelentes zonas de esparcimiento y buenas rutas de acceso vial, espacios amplios e iluminados. Ubicado en excelente sector, cerca al parque industrial de prado	Apartamento	Arriendo
999997	NEIrzJXLpHqPDIXwD+9r8w==	Propiedad	2021-03-31	2021-05-07	2021-03-31	6.186412	-75.658630	Colombia	Antioquia	Medellín	San Antonio de Prado	NaN	NaN	NaN	2.0	1.0	NaN	NaN	700000.0	COP	NaN	APARTAMENTO EN ARRIENDO, SAN ANTONIO DE PRADO-PRADITO	Apartamento de 48 Mts2 ubicado en conjunto cerrado con excelentes zonas de esparcimiento y buenas rutas de acceso vial, espacios amplios e iluminados. Ubicado en excelente sector, cerca al Parque Industrial de Prado. \n\n	Apartamento	Arriendo
999998	fpxqXlGPqDwKhuZVQGxCPA==	Propiedad	2021-03-31	9999-12-31	2021-03-31	11.015336	-74.831347	Colombia	Atlántico	Barranquilla	Paseo de la Castellana	NaN	NaN	NaN	3.0	4.0	NaN	NaN	700000000.0	COP	NaN	Casa en venta La Castellana	<b>Casa en venta La Castellana</b><br><br>Hermosa casa de 2 niveles, cocina tipo americano, 3 habitaciones cada una con baño, mas baño social, cuarto y baño de servicio, área de labores, patio, estudio cerrado con drybol que puede ser una cuarta habitación, balcón, 2 parqueaderos, conjunto con piscina, parque, gym, cancha múltiple, cerca a pricesmart, adm$387.000.<br /><br><br> Características adicionales: <br> <br><br> Ref#722557.	Casa	Venta
999999	ZU6bNwudfah9N7ma06509Q==	Propiedad	2021-03-31	9999-12-31	2021-03-31	11.017029	-74.834101	Colombia	Atlántico	Barranquilla	Paseo de la Castellana	NaN	NaN	3.0	3.0	NaN	NaN	NaN	645000000.0	COP	NaN	VENTA DE APARTAMENTO EN ZONA EXCLUSIVA DEL NORTE DE BARRANQUILLA	HERMOSO APARTAMENTO UBICADO EN ZONA EXCLUSIVA DEL NORTE DE BARRANQUILLA CUENTA CON EXCELENTE Y AMPLIAS AREAS SOCIALES, PISCINA, GIMNASIO, SALON SOCIAL, PARQUE INFANTIL, CADA HABITACION TIENE SU BAÑO, AMPLIO, CON ILUMINACION NATURAL Y GRAN VENTILACION, SE ENTREGA CON AIRES EN LA SALA, CALENTADOR Y CORTINAS BLACKOUTS.\n	Apartamento	Venta

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